{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 机器学习数据集介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mnist\n",
    "[Mnist](http://yann.lecun.com/exdb/mnist/)是机器学习领域中非常经典的一个数据集，由60000个训练样本和10000个测试样本组成，每个样本都是一张28 * 28像素的灰度手写数字图片。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据大小：torch.Size([100, 1, 28, 28])\n",
      "标签：\n",
      "[[5 8 2 3 9 5 8 4 4 5]\n",
      " [9 3 3 9 6 3 0 8 7 9]\n",
      " [5 3 7 2 2 0 1 7 7 0]\n",
      " [8 6 4 1 4 6 9 5 2 1]\n",
      " [0 2 5 3 2 4 0 1 7 3]\n",
      " [6 5 8 7 1 3 3 0 3 3]\n",
      " [3 1 7 3 0 4 3 3 6 0]\n",
      " [9 0 5 0 8 1 1 1 3 7]\n",
      " [4 7 7 9 5 7 3 7 3 9]\n",
      " [9 0 4 9 7 8 7 8 8 3]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "train_dataset = datasets.MNIST(root = './', train = True,transform = transforms.ToTensor(), download = False)\n",
    "test_dataset = datasets.MNIST(root = './', train = False, transform = transforms.ToTensor(), download = False)\n",
    "\n",
    "batch_size = len(train_dataset)\n",
    "train_loader = DataLoader(dataset=train_dataset, batch_size=100, shuffle=True)\n",
    "test_loader = DataLoader(dataset=test_dataset, batch_size=100, shuffle=True)\n",
    "X_train,y_train = next(iter(train_loader))\n",
    "X_test,y_test = next(iter(train_loader))\n",
    "# 打印前100张图片\n",
    "images, labels= X_train[:100], y_train[:100] \n",
    "# 使用images生成宽度为10张图的网格大小\n",
    "img = torchvision.utils.make_grid(images, nrow=10)\n",
    "# cv2.imshow()的格式是(size1,size1,channels),而img的格式是(channels,size1,size1),\n",
    "# 所以需要使用.transpose()转换，将颜色通道数放至第三维\n",
    "img = img.numpy().transpose(1,2,0)\n",
    "print(f\"数据大小：{images.shape}\")\n",
    "print(f\"标签：\\n{labels.reshape(10,10).numpy()}\")\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Iris\n",
    "\n",
    "Iris数据集是常用的分类实验数据集，由Fisher, 1936收集整理。Iris也称鸢尾花卉数据集，是一类多重变量分析的数据集。数据集包含150个数据样本，分为3类，每类50个数据，每个数据包含4个属性。可通过花萼长度，花萼宽度，花瓣长度，花瓣宽度4个属性预测鸢尾花卉属于（Setosa，Versicolour，Virginica）三个种类中的哪一类\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练数据大小：(150, 4)\n",
      "训练数据：\n",
      "[[6.1 3.  4.6 1.4]\n",
      " [7.7 3.  6.1 2.3]\n",
      " [5.6 2.5 3.9 1.1]\n",
      " [6.4 2.8 5.6 2.1]\n",
      " [5.8 2.8 5.1 2.4]\n",
      " [5.3 3.7 1.5 0.2]\n",
      " [5.5 2.3 4.  1.3]\n",
      " [5.2 3.4 1.4 0.2]\n",
      " [6.5 2.8 4.6 1.5]\n",
      " [6.7 2.5 5.8 1.8]]\n",
      "训练标签：\n",
      "[1 2 1 2 2 0 1 0 1 2]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "import torch\n",
    "dataset = load_iris()\n",
    "print(f\"训练数据大小：{dataset.data.shape}\")\n",
    "data = dataset.data\n",
    "labels = dataset.target\n",
    "X_train,X_test, y_train,y_test = train_test_split(data,labels,train_size=0.8,random_state=True)\n",
    "# 打印前100张图片\n",
    "print(f\"训练数据：\\n{X_train[:10]}\\n训练标签：\\n{y_train[:10]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wine数据集\n",
    "\n",
    "葡萄酒数据集是来自UCI上面的公开数据集，这些数据是对意大利同一地区种植的葡萄酒进行化学分析的结果，这些葡萄酒来自三个不同的品种。这些数据包括了三种酒中13种不同成分的数量。文件中，每行代表一种酒的样本，共有178个样本；一共有14列，其中，第一个属性是类标识符，分别是1/2/3来表示，代表葡萄酒的三个分类。后面的13列为每个样本的对应属性的样本值。剩余的13个属性是，酒精、苹果酸、灰、灰分的碱度、镁、总酚、黄酮类化合物、非黄烷类酚类、原花色素、颜色强度、色调、稀释葡萄酒的OD280/OD315、脯氨酸。其中第1类有59个样本，第2类有71个样本，第3类有48个样本"
   ]
  }
 ],
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